Aspects of the subject disclosure may include, for example, a device in which a processing system receives from a multimedia content server a plurality of content streams; each of the content streams includes a portion of an original content stream. The processing system transcodes the plurality of content streams based on a viewport prediction to produce a plurality of viewport streams; the viewport prediction is based at least in part on a visibility map associated with a viewer of the content. The processing system delivers each of the viewport streams to a client device associated with the viewer; each of the viewport streams is buffered at the client device in a separate buffer. Other embodiments are disclosed.
Legal claims defining the scope of protection, as filed with the USPTO.
1. A device, comprising: a processing system including a processor; and a memory that stores executable instructions that, when executed by the processing system, facilitate performance of operations, the operations comprising: receiving from a multimedia content server a plurality of content streams, each of the content streams comprising a portion of an original content stream comprising a panoramic video; receiving from the server a panoramic stream in addition to the plurality of content streams, the panoramic stream corresponding to the panoramic video and having a resolution less than that of the plurality of content streams; transcoding the plurality of content streams based on a viewport prediction of a viewport to produce a plurality of viewport streams, the viewport prediction based at least in part on a visibility map associated with a viewer of the content; delivering the plurality of viewport streams to a client device associated with the viewer, wherein each of the plurality of viewport streams is buffered at the client device in a separate buffer; and forwarding the panoramic stream to the client device without transcoding the panoramic stream and without regard to the viewport, wherein the panoramic stream is buffered at the client device separate from the plurality of viewport streams.
2. The device of claim 1 , wherein the original content stream is divided by the server to form the plurality of content streams.
3. The device of claim 1 , wherein the original content stream comprises a 16K panoramic video stream, and wherein each of the plurality of content streams comprises a 8K×8K video stream.
4. The device of claim 1 , wherein the processing system comprises an edge cloudlet, and wherein the transcoding is performed in real time by a plurality of processors.
5. The device of claim 1 , wherein the viewport prediction is based at least in part on a real-time trajectory of the viewer.
6. The device of claim 1 , wherein the viewport prediction is based at least in part on a long short-term memory (LSTM) deep learning model.
7. The device of claim 1 , wherein the plurality of viewport streams are delivered to the client device over a network.
8. The device of claim 7 , wherein the operations further comprise adjusting a quality of the plurality of viewport streams based on a network condition.
9. The device of claim 1 , wherein video content is rendered to the viewer by presenting a portion of the panoramic stream in the predicted viewport and subsequently overwriting the portion of the panoramic stream by presenting a portion of at least one of the plurality of viewport streams in the predicted viewport.
10. A non-transitory machine-readable medium comprising executable instructions that, when executed by a processing system including a processor, facilitate performance of operations, the operations comprising: receiving from a multimedia content server a plurality of content streams, each of the content streams comprising a portion of an original content stream comprising a panoramic video; receiving from the server a panoramic stream in addition to the plurality of content streams, the panoramic stream corresponding to the panoramic video and having a resolution less than that of the plurality of content streams; transcoding the plurality of content streams based on a viewport prediction of a viewport to produce a plurality of viewport streams, the viewport prediction based at least in part on a visibility map associated with a viewer of the content, the transcoding performed in real time by a plurality of processors; delivering the plurality of viewport streams to a client device associated with the viewer, wherein each of the plurality of viewport streams is buffered at the client device in a separate buffer; and forwarding the panoramic stream to the client device without transcoding the panoramic stream and without regard to the viewport, wherein the panoramic stream is buffered at the client device separate from the plurality of viewport streams.
11. The non-transitory machine-readable medium of claim 10 , wherein the original content stream is divided by the server to form the plurality of content streams.
12. The non-transitory machine-readable medium of claim 10 , wherein the original content stream comprises a 16K panoramic video stream, and wherein each of the plurality of content streams comprises a 8K×8K video stream.
13. The non-transitory machine-readable medium of claim 10 , wherein the processing system comprises an edge cloudlet.
14. The non-transitory machine-readable medium of claim 10 , wherein the viewport prediction is based at least in part on a real-time trajectory of the viewer.
15. The non-transitory machine-readable medium of claim 10 , wherein the plurality of viewport streams are delivered to the client device over a network, and wherein the operations further comprise adjusting a quality of the plurality of viewport streams based on a network condition.
16. A method comprising: receiving, by a processing system of an edge cloudlet including a processor, from a multimedia content server a plurality of content streams, each of the content streams comprising a portion of an original content stream; receiving, by the processing system, from the server a panoramic stream in addition to the plurality of content streams, the panoramic stream corresponding to the panoramic video and having a resolution less than that of the plurality of content streams; transcoding, by the processing system, the plurality of content streams based on a viewport prediction of a viewport to produce a plurality of viewport streams, the viewport prediction based at least in part on a visibility map associated with a viewer of the content; delivering, by the processing system, the plurality of viewport streams to a client device associated with the viewer, wherein each of the plurality of viewport streams is buffered at the client device in a separate buffer; and forwarding the panoramic stream to the client device without transcoding the panoramic stream and without regard to the viewport, wherein the panoramic stream is buffered at the client device separate from the plurality of viewport streams.
17. The method of claim 16 , wherein the original content stream is divided by the server to form the plurality of content streams.
18. The method of claim 16 , wherein the original content stream comprises a 16K panoramic video stream, and wherein each of the plurality of content streams comprises a 8K×8K video stream.
19. The method of claim 16 , wherein the edge cloudlet comprises a plurality of processors.
20. The method of claim 16 , wherein the plurality of viewport streams are delivered to the client device over a network, and further comprising adjusting, by the processing system, a quality of the plurality of viewport streams based on a network condition.
Cooperative Patent Classification codes for this invention. Click any code to explore related patents in that topic.
December 13, 2019
October 26, 2021
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